
Title here
Orchestration in physical space:
- Robots as agents with physical consequences
- Accessibility requirements (spatial navigation)
- Safety-critical coordination patterns
- Why commit authority is even more critical with physical actions
Hub-and-Spoke
The hub meaningfully synthesizes results using logic, resolves conflicts, and creates a coherent strategy.
Example: Financial Portfolio
Hub does:
1. Receives all 4 recommendations
2. VERIFIES: 40+30+20+10 = 100% ✓
3. ASSESSES combined risk: Medium
4. CALCULATES weighted return: 7-9%
5. INTEGRATES tax optimization
6. CREATES unified strategy with rationaleHub output:
"Balanced portfolio (growth 40%, stability 30%, diversification 20%, tax-optimized 10%). Risk: Medium. Return: 7-9%. Saves £2K/year."Hub had to:
When to use Parallel Coordination
NO synthesis needed. Just collect and present.
Ask: "Could I just list all the results without combining them?"
Examples:
When to use Hub-and-Spoke
Hub can't just list results. It must CREATE something new from them.
Ask: "Does the coordinator need to THINK about how these results work together?"
Examples:
The Differences:
Aspect | Parallel Coordination | Hub-and-Spoke |
|---|---|---|
Coordinator Role | Aggregator (simple combination) | Synthesizer (intelligent integration) |
Synthesis Logic | None - just collects results | Complex - verifies, resolves, integrates |
Specialist Outputs | Independent, don’t need to work together | Must be combinable into a coherent whole |
Conflict Handling | No conflicts possible (just listing results) | Must resolve conflicts (e.g., recommendations exceed 100%) |
Final Output | List of independent results | Unified recommendation with integrated logic |
Expertise Required | Coordinator just aggregates | Hub must understand all domains to synthesize |
Example Output | “Flight £250, Hotel £180, Car £45” | “Balanced portfolio: 40% stocks, 30% bonds, 20% real estate, 10% cash. Risk: Medium. Return: 7–9%” |
If One Result Changes | Other results unaffected | Hub must re-synthesize everything |
Decision Rule | Can I just list the results? → Yes | Must I combine results into something new? → Yes |
The Real-World Test:
Parallel Coordination:
"If one specialist's result changes, other results don't need to change."
Example: If flight price goes from £250 → £300, hotel and car stay the same.
Hub-and-Spoke:
"If one specialist's result changes, hub must RE-SYNTHESIZE everything."
Example: If Stocks specialist changes from 40% → 50%, hub must:
- Recalculate risk (now higher)
- Recalculate return (now different)
- Possibly adjust other allocations to maintain 100%
- Re-verify tax strategy still works
Everything is interconnected.

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